This is the evaluation of the experiment’s results. The focus of this notebook is multiple imputation in preparation of ordinal CFA.

This notebook expands the master thesis by data analysis and respective code as well as short explanations. This markdown does not replace the thesis, it serves solely as an appendix.

Library Downloads

library(tidyverse)
library(broom)
library(ggplot2)
library(dplyr)
library(finalfit)
library(mice)
library(MASS)

Sample Description

First, the final sample is loaded:

getwd()
[1] "/Users/lara-aidajopp/Documents/Programming_Stuff/Universität Mannheim/Masterthesis/evaluation"
raw_data <- readxl::read_excel("data/raw_data.xlsx", sheet = 2)
view(raw_data)
glimpse(raw_data)
Rows: 131
Columns: 27
$ `NEW CASE NR` <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10…
$ SD01          <dbl> 1, 2, 2, 1, 1, 1, 1, 2, 1, 1,…
$ SD02          <dbl> 11, 2, 2, 5, 2, 8, 5, 2, 3, 4…
$ SD04          <dbl> 5, 7, 6, 11, 10, 6, 5, 10, 9,…
$ SD04_14       <chr> NA, NA, NA, NA, NA, NA, NA, N…
$ SD05          <dbl> 7, 2, 6, 5, 4, 4, 4, 4, 6, 4,…
$ TR01_CP       <dbl> 2, 2, 3, 3, 4, 4, 5, 5, 5, 6,…
$ TR01          <dbl> 3, 2, 1, 2, 2, 1, 4, 1, 3, 2,…
$ AC01_01       <dbl> 5, 4, 5, 5, 5, 5, 4, 5, 4, 3,…
$ AC01_02       <dbl> 5, 4, 5, 4, 5, 4, -1, 4, 4, 4…
$ AC01_03       <dbl> 5, 4, 5, 4, 2, 5, 4, 5, 4, 4,…
$ DI01_01       <dbl> 5, 2, 4, 4, 3, 5, 4, 4, -1, 5…
$ DI01_02       <dbl> 5, 1, 1, 1, 1, 1, 5, -1, 5, -…
$ DI01_03       <dbl> 5, 1, 1, 1, 1, 1, 5, -1, 5, -…
$ DI01_04       <dbl> 5, 2, 1, 1, 1, 1, -1, -1, 4, …
$ UI01_01       <dbl> 5, 4, 4, 5, 4, 5, 5, 5, 3, 5,…
$ UI01_02       <dbl> 4, 5, 5, 5, 4, 5, 4, 5, 4, 5,…
$ UI01_03       <dbl> 5, 3, -1, -1, 4, -1, -1, 4, 3…
$ UI01_04       <dbl> 5, 2, 1, 1, 1, 1, -1, -1, 2, …
$ EX01_01       <dbl> 5, 4, 3, 3, -1, 2, -1, 5, 4, …
$ EX01_02       <dbl> 5, 2, 3, 1, 4, 2, -1, 2, 2, 2…
$ EX01_03       <dbl> 5, 1, 3, 1, -1, 2, -1, 2, 2, …
$ EX01_04       <dbl> 5, 1, 1, 1, 1, 2, 4, 1, 4, -1…
$ STARTED       <dttm> 2025-09-26 14:11:10, 2025-09…
$ LASTDATA      <dttm> 2025-09-26 14:16:16, 2025-09…
$ TIME_SUM      <dbl> 306, 430, 369, 555, 445, 309,…
$ FINISHED      <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…

As discussed within the thesis, the -1 values need to be replaced by plausible values for multiple imputation. However, they need to be turned into NA values first.

relevant_columns <- c("AC01_01", "AC01_02", "AC01_03", "DI01_01", "DI01_02", "DI01_03", "DI01_04", "UI01_01", "UI01_02", "UI01_03", "UI01_04", "EX01_01", "EX01_02", "EX01_03", "EX01_04")

data_with_NA <- raw_data %>%
  mutate(
    across(
      all_of(relevant_columns), ~ na_if(., -1)
    )
  )

glimpse(data_with_NA)
Rows: 131
Columns: 27
$ `NEW CASE NR` <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10…
$ SD01          <dbl> 1, 2, 2, 1, 1, 1, 1, 2, 1, 1,…
$ SD02          <dbl> 11, 2, 2, 5, 2, 8, 5, 2, 3, 4…
$ SD04          <dbl> 5, 7, 6, 11, 10, 6, 5, 10, 9,…
$ SD04_14       <chr> NA, NA, NA, NA, NA, NA, NA, N…
$ SD05          <dbl> 7, 2, 6, 5, 4, 4, 4, 4, 6, 4,…
$ TR01_CP       <dbl> 2, 2, 3, 3, 4, 4, 5, 5, 5, 6,…
$ TR01          <dbl> 3, 2, 1, 2, 2, 1, 4, 1, 3, 2,…
$ AC01_01       <dbl> 5, 4, 5, 5, 5, 5, 4, 5, 4, 3,…
$ AC01_02       <dbl> 5, 4, 5, 4, 5, 4, NA, 4, 4, 4…
$ AC01_03       <dbl> 5, 4, 5, 4, 2, 5, 4, 5, 4, 4,…
$ DI01_01       <dbl> 5, 2, 4, 4, 3, 5, 4, 4, NA, 5…
$ DI01_02       <dbl> 5, 1, 1, 1, 1, 1, 5, NA, 5, N…
$ DI01_03       <dbl> 5, 1, 1, 1, 1, 1, 5, NA, 5, N…
$ DI01_04       <dbl> 5, 2, 1, 1, 1, 1, NA, NA, 4, …
$ UI01_01       <dbl> 5, 4, 4, 5, 4, 5, 5, 5, 3, 5,…
$ UI01_02       <dbl> 4, 5, 5, 5, 4, 5, 4, 5, 4, 5,…
$ UI01_03       <dbl> 5, 3, NA, NA, 4, NA, NA, 4, 3…
$ UI01_04       <dbl> 5, 2, 1, 1, 1, 1, NA, NA, 2, …
$ EX01_01       <dbl> 5, 4, 3, 3, NA, 2, NA, 5, 4, …
$ EX01_02       <dbl> 5, 2, 3, 1, 4, 2, NA, 2, 2, 2…
$ EX01_03       <dbl> 5, 1, 3, 1, NA, 2, NA, 2, 2, …
$ EX01_04       <dbl> 5, 1, 1, 1, 1, 2, 4, 1, 4, NA…
$ STARTED       <dttm> 2025-09-26 14:11:10, 2025-09…
$ LASTDATA      <dttm> 2025-09-26 14:16:16, 2025-09…
$ TIME_SUM      <dbl> 306, 430, 369, 555, 445, 309,…
$ FINISHED      <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…

In order to find out how much information is missing, the NA values must be counted for all columns from AC01_01 - EX01_04. In addition, the total share of NA values within the answers is calculated.

# First drop the col with also NA but referring to socio demographics and thus, textual information
data_with_NA$SD04_14 <- NULL

# Count the NA values
sum_of_NA <- sum(is.na.data.frame(data_with_NA))

# Count the amount of answers for the relevant_columns
relevant_records <- data_with_NA[, relevant_columns]
print(relevant_records)
total_relevant_cells <- nrow(relevant_records) * ncol(relevant_records)

print(paste("Amount of all cells with NA values: ", sum_of_NA))
[1] "Amount of all cells with NA values:  146"
print(paste("Total answers (with NA values): ", total_relevant_cells))
[1] "Total answers (with NA values):  1965"
print(paste("Relative share of NA values in answers: ",  round((sum_of_NA * 100/ total_relevant_cells), 2), "%"))
[1] "Relative share of NA values in answers:  7.43 %"
df_na <- data.frame(
  item = character(), 
  absolute_amount_of_NA = integer(), 
  relative_amount_of_NA = numeric()
  )

for (col_name in relevant_columns) {
  absolute_NA <- sum(is.na(data_with_NA[[col_name]]))
  relative_NA <- round(absolute_NA * 100 / nrow(data_with_NA), 2)
  
  df_na <- rbind(df_na, data.frame(
    item = col_name,
    absolute_amount_of_NA = absolute_NA,
    relative_amount_of_NA = relative_NA
  ))
}

print(df_na)

However, this fraction of values that are missing is only an initial starting point. First, we need to transform the items of each dimension into the data type factor. As factors allow us to assign the ordinal character to our data (GeeksforGeeks, 2025), which is required for multiple imputation to apply the correct imputation calculation, i.e., logistic regression (Rubin, 1987).

data_with_fct <- data_with_NA %>%
  mutate(
    across(all_of(relevant_columns), as.factor)
  )

glimpse(data_with_fct)
Rows: 131
Columns: 26
$ `NEW CASE NR` <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10…
$ SD01          <dbl> 1, 2, 2, 1, 1, 1, 1, 2, 1, 1,…
$ SD02          <dbl> 11, 2, 2, 5, 2, 8, 5, 2, 3, 4…
$ SD04          <dbl> 5, 7, 6, 11, 10, 6, 5, 10, 9,…
$ SD05          <dbl> 7, 2, 6, 5, 4, 4, 4, 4, 6, 4,…
$ TR01_CP       <dbl> 2, 2, 3, 3, 4, 4, 5, 5, 5, 6,…
$ TR01          <dbl> 3, 2, 1, 2, 2, 1, 4, 1, 3, 2,…
$ AC01_01       <fct> 5, 4, 5, 5, 5, 5, 4, 5, 4, 3,…
$ AC01_02       <fct> 5, 4, 5, 4, 5, 4, NA, 4, 4, 4…
$ AC01_03       <fct> 5, 4, 5, 4, 2, 5, 4, 5, 4, 4,…
$ DI01_01       <fct> 5, 2, 4, 4, 3, 5, 4, 4, NA, 5…
$ DI01_02       <fct> 5, 1, 1, 1, 1, 1, 5, NA, 5, N…
$ DI01_03       <fct> 5, 1, 1, 1, 1, 1, 5, NA, 5, N…
$ DI01_04       <fct> 5, 2, 1, 1, 1, 1, NA, NA, 4, …
$ UI01_01       <fct> 5, 4, 4, 5, 4, 5, 5, 5, 3, 5,…
$ UI01_02       <fct> 4, 5, 5, 5, 4, 5, 4, 5, 4, 5,…
$ UI01_03       <fct> 5, 3, NA, NA, 4, NA, NA, 4, 3…
$ UI01_04       <fct> 5, 2, 1, 1, 1, 1, NA, NA, 2, …
$ EX01_01       <fct> 5, 4, 3, 3, NA, 2, NA, 5, 4, …
$ EX01_02       <fct> 5, 2, 3, 1, 4, 2, NA, 2, 2, 2…
$ EX01_03       <fct> 5, 1, 3, 1, NA, 2, NA, 2, 2, …
$ EX01_04       <fct> 5, 1, 1, 1, 1, 2, 4, 1, 4, NA…
$ STARTED       <dttm> 2025-09-26 14:11:10, 2025-09…
$ LASTDATA      <dttm> 2025-09-26 14:16:16, 2025-09…
$ TIME_SUM      <dbl> 306, 430, 369, 555, 445, 309,…
$ FINISHED      <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…

Subsequently, since we are using an ordered Likert scale 1-5 (1 = worst value, 5 = best value) an ordering must be added.

draft_data <- data_with_fct %>%
  mutate(
    across(
      all_of(relevant_columns), ~ordered(., levels = 1:5)
    )
  )

glimpse(draft_data)
Rows: 131
Columns: 26
$ `NEW CASE NR` <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10…
$ SD01          <dbl> 1, 2, 2, 1, 1, 1, 1, 2, 1, 1,…
$ SD02          <dbl> 11, 2, 2, 5, 2, 8, 5, 2, 3, 4…
$ SD04          <dbl> 5, 7, 6, 11, 10, 6, 5, 10, 9,…
$ SD05          <dbl> 7, 2, 6, 5, 4, 4, 4, 4, 6, 4,…
$ TR01_CP       <dbl> 2, 2, 3, 3, 4, 4, 5, 5, 5, 6,…
$ TR01          <dbl> 3, 2, 1, 2, 2, 1, 4, 1, 3, 2,…
$ AC01_01       <ord> 5, 4, 5, 5, 5, 5, 4, 5, 4, 3,…
$ AC01_02       <ord> 5, 4, 5, 4, 5, 4, NA, 4, 4, 4…
$ AC01_03       <ord> 5, 4, 5, 4, 2, 5, 4, 5, 4, 4,…
$ DI01_01       <ord> 5, 2, 4, 4, 3, 5, 4, 4, NA, 5…
$ DI01_02       <ord> 5, 1, 1, 1, 1, 1, 5, NA, 5, N…
$ DI01_03       <ord> 5, 1, 1, 1, 1, 1, 5, NA, 5, N…
$ DI01_04       <ord> 5, 2, 1, 1, 1, 1, NA, NA, 4, …
$ UI01_01       <ord> 5, 4, 4, 5, 4, 5, 5, 5, 3, 5,…
$ UI01_02       <ord> 4, 5, 5, 5, 4, 5, 4, 5, 4, 5,…
$ UI01_03       <ord> 5, 3, NA, NA, 4, NA, NA, 4, 3…
$ UI01_04       <ord> 5, 2, 1, 1, 1, 1, NA, NA, 2, …
$ EX01_01       <ord> 5, 4, 3, 3, NA, 2, NA, 5, 4, …
$ EX01_02       <ord> 5, 2, 3, 1, 4, 2, NA, 2, 2, 2…
$ EX01_03       <ord> 5, 1, 3, 1, NA, 2, NA, 2, 2, …
$ EX01_04       <ord> 5, 1, 1, 1, 1, 2, 4, 1, 4, NA…
$ STARTED       <dttm> 2025-09-26 14:11:10, 2025-09…
$ LASTDATA      <dttm> 2025-09-26 14:16:16, 2025-09…
$ TIME_SUM      <dbl> 306, 430, 369, 555, 445, 309,…
$ FINISHED      <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…

A prerequisite to conduct multiple imputation is that the data missing is missing at random (MAR). We already know that only data of the items of transparency are missing (again pointed out below), which is underpinned by the missing values map.

draft_data %>%
  missing_plot()

The data set relevant_records is used in the following in order to look for pattern of missingness. A pattern for each item of transparency except UI01_02 can be seen (has no missings). However, since proving the MAR is not the focus of the at hand thesis nor possible at all (Heymans & Twisk, 2022), we stop here with the assumption that MAR is given.

relevant_records <- draft_data[, relevant_columns]

relevant_records %>%
  missing_pattern()
   UI01_02 UI01_01 AC01_01 AC01_03 DI01_04 EX01_02
57       1       1       1       1       1       1
18       1       1       1       1       1       1
12       1       1       1       1       1       1
4        1       1       1       1       1       1
2        1       1       1       1       1       1
2        1       1       1       1       1       1
2        1       1       1       1       1       1
2        1       1       1       1       1       1
2        1       1       1       1       1       1
1        1       1       1       1       1       1
1        1       1       1       1       1       1
1        1       1       1       1       1       1
1        1       1       1       1       1       1
2        1       1       1       1       1       1
1        1       1       1       1       1       1
1        1       1       1       1       1       1
1        1       1       1       1       1       1
2        1       1       1       1       1       1
1        1       1       1       1       1       1
2        1       1       1       1       1       1
1        1       1       1       1       1       1
1        1       1       1       1       1       0
1        1       1       1       1       1       0
1        1       1       1       1       1       0
1        1       1       1       1       1       0
1        1       1       1       1       1       0
1        1       1       1       1       0       1
1        1       1       1       1       0       1
1        1       1       1       1       0       1
1        1       1       1       1       0       0
2        1       1       1       0       1       1
1        1       1       0       1       1       1
1        1       1       0       1       1       1
1        1       0       1       0       1       1
1        1       0       0       0       1       1
         0       2       3       4       4       6
   EX01_04 UI01_04 DI01_01 DI01_02 EX01_01 DI01_03
57       1       1       1       1       1       1
18       1       1       1       1       1       1
12       1       1       1       1       1       1
4        1       1       1       1       1       1
2        1       1       1       1       1       1
2        1       1       1       1       1       0
2        1       1       1       1       0       1
2        1       1       1       1       0       1
2        1       1       1       1       0       1
1        1       1       1       0       1       1
1        1       1       1       0       1       0
1        1       1       1       0       1       0
1        1       1       0       1       1       1
2        1       1       0       1       1       1
1        1       1       0       1       1       1
1        1       1       0       1       1       1
1        1       0       1       1       1       1
2        1       0       1       1       1       1
1        0       1       1       1       1       1
2        0       1       1       0       1       0
1        0       1       1       0       1       0
1        1       1       1       1       1       1
1        1       1       1       1       0       1
1        1       1       1       0       1       1
1        1       0       1       1       1       0
1        0       1       1       0       1       0
1        1       1       1       1       1       1
1        1       0       1       0       1       0
1        0       0       1       1       1       0
1        1       0       1       1       0       1
2        1       1       0       1       1       1
1        1       1       1       1       1       1
1        1       1       1       1       1       1
1        1       1       0       1       1       1
1        1       0       0       1       0       1
         6       8       9       9       9      11
   EX01_03 AC01_02 UI01_03    
57       1       1       1   0
18       1       1       0   1
12       1       0       1   1
4        1       0       0   2
2        0       1       1   1
2        1       1       1   1
2        1       1       1   1
2        1       1       0   2
2        0       1       1   2
1        1       1       1   1
1        1       1       1   2
1        1       0       0   4
1        1       1       1   1
2        1       0       1   2
1        1       0       0   3
1        0       1       0   3
1        1       1       1   1
2        1       1       0   2
1        1       1       1   1
2        1       1       1   3
1        0       1       0   5
1        0       0       1   3
1        0       1       1   3
1        1       1       1   2
1        0       1       0   5
1        0       1       0   6
1        1       1       0   2
1        1       1       1   4
1        1       0       1   5
1        0       0       0   7
2        1       1       0   3
1        1       1       1   1
1        1       1       0   2
1        1       0       1   4
1        0       0       0   9
        12      25      38 146

Next, we can start the first imputation using the package mice. According to Van Buuren and Groothuis-Oudshoorn (2011), a dry run is recommended “with the maximum number of iterations maxit set to zero” [p. 35]. With this we can check the method used, the predictor matrix, and various other parts as seen below.

ini <- mice(draft_data, maxit = 0)

ini_meth <- ini$method
ini_pred <- ini$predictorMatrix
ini_post <- ini$post
ini_visitS <- ini$visitSequence
ini_seed <- ini$seed

print(ini_meth)
NEW CASE NR        SD01        SD02        SD04 
         ""          ""          ""          "" 
       SD05     TR01_CP        TR01     AC01_01 
         ""          ""          ""      "polr" 
    AC01_02     AC01_03     DI01_01     DI01_02 
     "polr"      "polr"      "polr"      "polr" 
    DI01_03     DI01_04     UI01_01     UI01_02 
     "polr"      "polr"      "polr"          "" 
    UI01_03     UI01_04     EX01_01     EX01_02 
     "polr"      "polr"      "polr"      "polr" 
    EX01_03     EX01_04     STARTED    LASTDATA 
     "polr"      "polr"          ""          "" 
   TIME_SUM    FINISHED 
         ""          "" 
print(ini_pred)
            NEW CASE NR SD01 SD02 SD04 SD05 TR01_CP
NEW CASE NR           0    1    1    1    1       1
SD01                  1    0    1    1    1       1
SD02                  1    1    0    1    1       1
SD04                  1    1    1    0    1       1
SD05                  1    1    1    1    0       1
TR01_CP               1    1    1    1    1       0
TR01                  1    1    1    1    1       1
AC01_01               1    1    1    1    1       1
AC01_02               1    1    1    1    1       1
AC01_03               1    1    1    1    1       1
DI01_01               1    1    1    1    1       1
DI01_02               1    1    1    1    1       1
DI01_03               1    1    1    1    1       1
DI01_04               1    1    1    1    1       1
UI01_01               1    1    1    1    1       1
UI01_02               1    1    1    1    1       1
UI01_03               1    1    1    1    1       1
UI01_04               1    1    1    1    1       1
EX01_01               1    1    1    1    1       1
EX01_02               1    1    1    1    1       1
EX01_03               1    1    1    1    1       1
EX01_04               1    1    1    1    1       1
STARTED               1    1    1    1    1       1
LASTDATA              1    1    1    1    1       1
TIME_SUM              1    1    1    1    1       1
FINISHED              1    1    1    1    1       1
            TR01 AC01_01 AC01_02 AC01_03 DI01_01
NEW CASE NR    1       1       1       1       1
SD01           1       1       1       1       1
SD02           1       1       1       1       1
SD04           1       1       1       1       1
SD05           1       1       1       1       1
TR01_CP        1       1       1       1       1
TR01           0       1       1       1       1
AC01_01        1       0       1       1       1
AC01_02        1       1       0       1       1
AC01_03        1       1       1       0       1
DI01_01        1       1       1       1       0
DI01_02        1       1       1       1       1
DI01_03        1       1       1       1       1
DI01_04        1       1       1       1       1
UI01_01        1       1       1       1       1
UI01_02        1       1       1       1       1
UI01_03        1       1       1       1       1
UI01_04        1       1       1       1       1
EX01_01        1       1       1       1       1
EX01_02        1       1       1       1       1
EX01_03        1       1       1       1       1
EX01_04        1       1       1       1       1
STARTED        1       1       1       1       1
LASTDATA       1       1       1       1       1
TIME_SUM       1       1       1       1       1
FINISHED       1       1       1       1       1
            DI01_02 DI01_03 DI01_04 UI01_01 UI01_02
NEW CASE NR       1       1       1       1       1
SD01              1       1       1       1       1
SD02              1       1       1       1       1
SD04              1       1       1       1       1
SD05              1       1       1       1       1
TR01_CP           1       1       1       1       1
TR01              1       1       1       1       1
AC01_01           1       1       1       1       1
AC01_02           1       1       1       1       1
AC01_03           1       1       1       1       1
DI01_01           1       1       1       1       1
DI01_02           0       1       1       1       1
DI01_03           1       0       1       1       1
DI01_04           1       1       0       1       1
UI01_01           1       1       1       0       1
UI01_02           1       1       1       1       0
UI01_03           1       1       1       1       1
UI01_04           1       1       1       1       1
EX01_01           1       1       1       1       1
EX01_02           1       1       1       1       1
EX01_03           1       1       1       1       1
EX01_04           1       1       1       1       1
STARTED           1       1       1       1       1
LASTDATA          1       1       1       1       1
TIME_SUM          1       1       1       1       1
FINISHED          1       1       1       1       1
            UI01_03 UI01_04 EX01_01 EX01_02 EX01_03
NEW CASE NR       1       1       1       1       1
SD01              1       1       1       1       1
SD02              1       1       1       1       1
SD04              1       1       1       1       1
SD05              1       1       1       1       1
TR01_CP           1       1       1       1       1
TR01              1       1       1       1       1
AC01_01           1       1       1       1       1
AC01_02           1       1       1       1       1
AC01_03           1       1       1       1       1
DI01_01           1       1       1       1       1
DI01_02           1       1       1       1       1
DI01_03           1       1       1       1       1
DI01_04           1       1       1       1       1
UI01_01           1       1       1       1       1
UI01_02           1       1       1       1       1
UI01_03           0       1       1       1       1
UI01_04           1       0       1       1       1
EX01_01           1       1       0       1       1
EX01_02           1       1       1       0       1
EX01_03           1       1       1       1       0
EX01_04           1       1       1       1       1
STARTED           1       1       1       1       1
LASTDATA          1       1       1       1       1
TIME_SUM          1       1       1       1       1
FINISHED          1       1       1       1       1
            EX01_04 STARTED LASTDATA TIME_SUM
NEW CASE NR       1       1        1        1
SD01              1       1        1        1
SD02              1       1        1        1
SD04              1       1        1        1
SD05              1       1        1        1
TR01_CP           1       1        1        1
TR01              1       1        1        1
AC01_01           1       1        1        1
AC01_02           1       1        1        1
AC01_03           1       1        1        1
DI01_01           1       1        1        1
DI01_02           1       1        1        1
DI01_03           1       1        1        1
DI01_04           1       1        1        1
UI01_01           1       1        1        1
UI01_02           1       1        1        1
UI01_03           1       1        1        1
UI01_04           1       1        1        1
EX01_01           1       1        1        1
EX01_02           1       1        1        1
EX01_03           1       1        1        1
EX01_04           0       1        1        1
STARTED           1       0        1        1
LASTDATA          1       1        0        1
TIME_SUM          1       1        1        0
FINISHED          1       1        1        1
            FINISHED
NEW CASE NR        0
SD01               0
SD02               0
SD04               0
SD05               0
TR01_CP            0
TR01               0
AC01_01            0
AC01_02            0
AC01_03            0
DI01_01            0
DI01_02            0
DI01_03            0
DI01_04            0
UI01_01            0
UI01_02            0
UI01_03            0
UI01_04            0
EX01_01            0
EX01_02            0
EX01_03            0
EX01_04            0
STARTED            0
LASTDATA           0
TIME_SUM           0
FINISHED           0
print(ini_post)
NEW CASE NR        SD01        SD02        SD04 
         ""          ""          ""          "" 
       SD05     TR01_CP        TR01     AC01_01 
         ""          ""          ""          "" 
    AC01_02     AC01_03     DI01_01     DI01_02 
         ""          ""          ""          "" 
    DI01_03     DI01_04     UI01_01     UI01_02 
         ""          ""          ""          "" 
    UI01_03     UI01_04     EX01_01     EX01_02 
         ""          ""          ""          "" 
    EX01_03     EX01_04     STARTED    LASTDATA 
         ""          ""          ""          "" 
   TIME_SUM    FINISHED 
         ""          "" 
print(ini_visitS)
 [1] "NEW CASE NR" "SD01"        "SD02"       
 [4] "SD04"        "SD05"        "TR01_CP"    
 [7] "TR01"        "AC01_01"     "AC01_02"    
[10] "AC01_03"     "DI01_01"     "DI01_02"    
[13] "DI01_03"     "DI01_04"     "UI01_01"    
[16] "UI01_02"     "UI01_03"     "UI01_04"    
[19] "EX01_01"     "EX01_02"     "EX01_03"    
[22] "EX01_04"     "STARTED"     "LASTDATA"   
[25] "TIME_SUM"    "FINISHED"   
print(ini_seed)
[1] NA

The default method is set to “polr”, i.e., the ordered factors are recognized correctly, thus, this method is used in the actual imputation.

The seed is set to NA, but a seed has to be set for replicability purposes which is done subsequently.

The default predictor matrix is enhanced by the method quickpred() (Van Buuren and Groothuis-Oudshoorn, 2011), which follows the rules for predictor selection introduced by Van Buuren, Boshuizen and Knook (1999). Besides, we are explicitly excluding and including parameters which is not done by quickpred() (Van Buuren and Groothuis-Oudshoorn, 2011), but recommended by Van Buuren, Boshuizen and Knook (1999).

Excluded parameters: NEW CASE NR, TR01_CP, FINISHED Why?: Those parameters are system values that are not selected nor influenced by the user at all except for FINISHED which inherits the same value for all records, i.e., has no significant meaning at all.

Explicitly included parameters: SD01 - SD05, TR01, STARTED, LASTDATA, TIME_SUM Why?: With the MAR assumption, we assume that the responses are influenced by different matters, e.g., socio demographical background and assigned treatment. Moreover, the completion time and further time-specific data might enhance the view of a person and their behavior, e.g., digital familiarness.

Quick remark: “A value of 1 indicates that the column variable is used as a predictor to impute the target (row) variable, and a 0 means that it is not used.” (Van Buuren and Groothuis-Oudshoorn, 2011, p. 19).

predictorMatrix <- quickpred(draft_data, include = c("SD01", "SD02", "SD04", "SD05", "TR01", "STARTED", "LASTDATA", "TIME_SUM"), exclude = c("NEW CASE NR", "TR01_CP", "FINISHED"))

print(predictorMatrix)
            NEW CASE NR SD01 SD02 SD04 SD05 TR01_CP
NEW CASE NR           0    0    0    0    0       0
SD01                  0    0    0    0    0       0
SD02                  0    0    0    0    0       0
SD04                  0    0    0    0    0       0
SD05                  0    0    0    0    0       0
TR01_CP               0    0    0    0    0       0
TR01                  0    0    0    0    0       0
AC01_01               0    1    1    1    1       0
AC01_02               0    1    1    1    1       0
AC01_03               0    1    1    1    1       0
DI01_01               0    1    1    1    1       0
DI01_02               0    1    1    1    1       0
DI01_03               0    1    1    1    1       0
DI01_04               0    1    1    1    1       0
UI01_01               0    1    1    1    1       0
UI01_02               0    0    0    0    0       0
UI01_03               0    1    1    1    1       0
UI01_04               0    1    1    1    1       0
EX01_01               0    1    1    1    1       0
EX01_02               0    1    1    1    1       0
EX01_03               0    1    1    1    1       0
EX01_04               0    1    1    1    1       0
STARTED               0    0    0    0    0       0
LASTDATA              0    0    0    0    0       0
TIME_SUM              0    0    0    0    0       0
FINISHED              0    0    0    0    0       0
            TR01 AC01_01 AC01_02 AC01_03 DI01_01
NEW CASE NR    0       0       0       0       0
SD01           0       0       0       0       0
SD02           0       0       0       0       0
SD04           0       0       0       0       0
SD05           0       0       0       0       0
TR01_CP        0       0       0       0       0
TR01           0       0       0       0       0
AC01_01        1       0       1       1       1
AC01_02        1       1       0       1       1
AC01_03        1       1       1       0       1
DI01_01        1       1       1       1       0
DI01_02        1       1       0       0       0
DI01_03        1       0       0       0       1
DI01_04        1       0       0       1       1
UI01_01        1       1       1       1       1
UI01_02        0       0       0       0       0
UI01_03        1       1       1       1       1
UI01_04        1       1       1       1       0
EX01_01        1       1       0       0       0
EX01_02        1       1       0       0       1
EX01_03        1       0       1       0       1
EX01_04        1       0       0       0       1
STARTED        0       0       0       0       0
LASTDATA       0       0       0       0       0
TIME_SUM       0       0       0       0       0
FINISHED       0       0       0       0       0
            DI01_02 DI01_03 DI01_04 UI01_01 UI01_02
NEW CASE NR       0       0       0       0       0
SD01              0       0       0       0       0
SD02              0       0       0       0       0
SD04              0       0       0       0       0
SD05              0       0       0       0       0
TR01_CP           0       0       0       0       0
TR01              0       0       0       0       0
AC01_01           1       1       0       1       1
AC01_02           0       0       1       1       1
AC01_03           0       1       1       1       1
DI01_01           0       1       1       1       1
DI01_02           0       1       1       1       1
DI01_03           1       0       1       1       1
DI01_04           1       1       0       1       0
UI01_01           1       1       1       0       1
UI01_02           0       0       0       0       0
UI01_03           0       0       1       1       1
UI01_04           1       1       1       1       1
EX01_01           1       1       0       0       1
EX01_02           1       1       1       1       0
EX01_03           1       1       1       0       1
EX01_04           1       1       1       1       1
STARTED           0       0       0       0       0
LASTDATA          0       0       0       0       0
TIME_SUM          0       0       0       0       0
FINISHED          0       0       0       0       0
            UI01_03 UI01_04 EX01_01 EX01_02 EX01_03
NEW CASE NR       0       0       0       0       0
SD01              0       0       0       0       0
SD02              0       0       0       0       0
SD04              0       0       0       0       0
SD05              0       0       0       0       0
TR01_CP           0       0       0       0       0
TR01              0       0       0       0       0
AC01_01           1       1       0       1       0
AC01_02           1       1       1       0       1
AC01_03           1       0       0       0       1
DI01_01           1       0       0       1       1
DI01_02           0       1       1       1       1
DI01_03           0       1       1       1       1
DI01_04           1       1       0       1       1
UI01_01           1       1       0       1       1
UI01_02           0       0       0       0       0
UI01_03           0       1       0       1       1
UI01_04           1       0       1       1       1
EX01_01           0       1       0       0       1
EX01_02           1       1       1       0       1
EX01_03           1       1       1       1       0
EX01_04           1       1       1       1       1
STARTED           0       0       0       0       0
LASTDATA          0       0       0       0       0
TIME_SUM          0       0       0       0       0
FINISHED          0       0       0       0       0
            EX01_04 STARTED LASTDATA TIME_SUM
NEW CASE NR       0       0        0        0
SD01              0       0        0        0
SD02              0       0        0        0
SD04              0       0        0        0
SD05              0       0        0        0
TR01_CP           0       0        0        0
TR01              0       0        0        0
AC01_01           0       1        1        1
AC01_02           0       1        1        1
AC01_03           0       1        1        1
DI01_01           1       1        1        1
DI01_02           1       1        1        1
DI01_03           1       1        1        1
DI01_04           1       1        1        1
UI01_01           1       1        1        1
UI01_02           0       0        0        0
UI01_03           1       1        1        1
UI01_04           1       1        1        1
EX01_01           1       1        1        1
EX01_02           1       1        1        1
EX01_03           1       1        1        1
EX01_04           0       1        1        1
STARTED           0       0        0        0
LASTDATA          0       0        0        0
TIME_SUM          0       0        0        0
FINISHED          0       0        0        0
            FINISHED
NEW CASE NR        0
SD01               0
SD02               0
SD04               0
SD05               0
TR01_CP            0
TR01               0
AC01_01            0
AC01_02            0
AC01_03            0
DI01_01            0
DI01_02            0
DI01_03            0
DI01_04            0
UI01_01            0
UI01_02            0
UI01_03            0
UI01_04            0
EX01_01            0
EX01_02            0
EX01_03            0
EX01_04            0
STARTED            0
LASTDATA           0
TIME_SUM           0
FINISHED           0

Now, that the predictor matrix is set, we compute the first actual imputations. To ensure replicability, a seed is set. (Van Buuren and Groothuis-Oudshoorn, 2011) The m value is set to 10 according to the rule of thumb of Rubin (1987). With m = 10 a pilot imputation is conducted in a first place in line with the approach of Von Hippel (2020). The amount of iterations is set to 10 for analysis purposes, e.g., plot examination.

set.seed(1001)

pilot_imp <- mice(draft_data, predictorMatrix = predictorMatrix, maxit = 10, method = ini_meth, m = 10, seed = 1001)

 iter imp variable
  1   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04

To ensure that the MI has converged, we are plotting the mids object. It can be seen that the variability of means and SDs for each item stabilizes, i.e., converges. The only item that is less stabilized at first sight is UI01_01. However, this might lead from the fact that only two values are missing. A similar behavior can be inspected for AC01_01, AC03_03, and DI01_04 as they inherit a similar amount of NA values (3, 4, 4) as UI01_01 (2).

relevant_imputed_col <- c("AC01_01", "AC01_02", "AC01_03", "DI01_01", "DI01_02", "DI01_03", "DI01_04", "UI01_01", "UI01_03", "UI01_04", "EX01_01", "EX01_02", "EX01_03", "EX01_04")

plot(pilot_imp, c(relevant_imputed_col))

Since imputation has worked out, the imputed values are inspected against their plausibility. According to Van Buuren and Groothuis-Oudshoorn (2011) “a good imputed value is a values that could have been observed had it not been missing.” [p. 42]. Thus, the densities of all values (observed and imputed ones) of the variables that have been imputed are depicted below.

vars <- relevant_imputed_col

stripplot(pilot_imp, as.formula(paste("~", paste(vars, collapse = " + "))), layout = c(1, 1), xlim = c(0, 6))

It can be seen that only plausible values are imputed If the observed values (blue) are scattered across 1 to 5, the imputed ones (red) are, too. Especially in UI01_01 it can be observed that the imputation aligns with the observation, i.e., only values between 2 to 5 were observed and only values between 2 to 5 were imputed.

Now that the first pilot is finished, it must be analyzed if the current m achieves an acceptable fraction of missing information (FMI). If this is the case, the imputed object will be used for ordinal CFA and subsequently, for (M)ANOVA.

Since, we only aim to calculate it exemplary in order to adjust the m of imputations, the FMI is calculated for the sum of all imputed items, i.e., the total score (Heymans and Eekhout, 2019). This is also in line with the observations of Carifio and Perla (2007) stating that Likert scales behave approximately continuous on the macro level, i.e., if the sum of items is conducted. As all imputed items share the same predictors, predictors with the same data type are used in the formula consisting of treatment, socio demographic, and time-related information.

On the basis of the resulting FMI value, the m is kept or set for the actual multiple imputation based on the quadratic rule observations of Bodner (2008) which are also outlined graphically and in numbers by Von Hippel (2018). Since is founded on continuous data and in the at hand paper we conduct approximately continuous data, we assume that the quadratic rule observations also apply in the at hand case for the total mean of imputed items.

pilot_extracted <- complete(pilot_imp, include = TRUE, action = "long")

pilot_extracted$UI01_02 <- NULL

pilot_extracted_mutated <- pilot_extracted %>%
  mutate(
    across(
      all_of(relevant_imputed_col), ~as.integer(.x)
    )
  )

pilot_extracted_mutated <- pilot_extracted %>%
  mutate(
    total_score_imputed_items =
    rowMeans(
      pilot_extracted_mutated[, (relevant_imputed_col)], na.rm = TRUE
    )
  )
glimpse(pilot_extracted_mutated)
Rows: 1,441
Columns: 28
$ `NEW CASE NR`             <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,…
$ SD01                      <dbl> 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, …
$ SD02                      <dbl> 11, 2, 2, 5, 2, 8, 5, 2, 3, 4, 2, 2, 2, 1,…
$ SD04                      <dbl> 5, 7, 6, 11, 10, 6, 5, 10, 9, 11, 10, 9, 6…
$ SD05                      <dbl> 7, 2, 6, 5, 4, 4, 4, 4, 6, 4, 4, 4, 2, 1, …
$ TR01_CP                   <dbl> 2, 2, 3, 3, 4, 4, 5, 5, 5, 6, 6, 6, 7, 8, …
$ TR01                      <dbl> 3, 2, 1, 2, 2, 1, 4, 1, 3, 2, 4, 1, 1, 2, …
$ AC01_01                   <ord> 5, 4, 5, 5, 5, 5, 4, 5, 4, 3, 4, 3, 5, 4, …
$ AC01_02                   <ord> 5, 4, 5, 4, 5, 4, NA, 4, 4, 4, 4, 3, 4, 5,…
$ AC01_03                   <ord> 5, 4, 5, 4, 2, 5, 4, 5, 4, 4, 3, 3, 5, 4, …
$ DI01_01                   <ord> 5, 2, 4, 4, 3, 5, 4, 4, NA, 5, 3, 3, 5, 5,…
$ DI01_02                   <ord> 5, 1, 1, 1, 1, 1, 5, NA, 5, NA, 4, 3, 5, 4…
$ DI01_03                   <ord> 5, 1, 1, 1, 1, 1, 5, NA, 5, NA, 5, 3, 5, N…
$ DI01_04                   <ord> 5, 2, 1, 1, 1, 1, NA, NA, 4, 3, 4, 3, 5, 3…
$ UI01_01                   <ord> 5, 4, 4, 5, 4, 5, 5, 5, 3, 5, 5, 3, 5, 5, …
$ UI01_03                   <ord> 5, 3, NA, NA, 4, NA, NA, 4, 3, 5, 2, 3, 5,…
$ UI01_04                   <ord> 5, 2, 1, 1, 1, 1, NA, NA, 2, 1, 1, 3, 5, 2…
$ EX01_01                   <ord> 5, 4, 3, 3, NA, 2, NA, 5, 4, 4, 4, 3, 5, 3…
$ EX01_02                   <ord> 5, 2, 3, 1, 4, 2, NA, 2, 2, 2, 2, 3, 5, 5,…
$ EX01_03                   <ord> 5, 1, 3, 1, NA, 2, NA, 2, 2, 1, 1, 3, 5, 3…
$ EX01_04                   <ord> 5, 1, 1, 1, 1, 2, 4, 1, 4, NA, 4, 3, 4, 5,…
$ STARTED                   <dttm> 2025-09-26 14:11:10, 2025-09-26 15:13:01,…
$ LASTDATA                  <dttm> 2025-09-26 14:16:16, 2025-09-26 15:21:43,…
$ TIME_SUM                  <dbl> 306, 430, 369, 555, 445, 309, 749, 318, 27…
$ FINISHED                  <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
$ .imp                      <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ .id                       <int> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,…
$ total_score_imputed_items <dbl> 5.000000, 2.500000, 2.846154, 2.461538, 2.…

The adjusted pilot containing the total score is transformed back into a mids object for analyzing the FMI tendency across all imputed items. As we are not inspecting the items on category level but on a macro measurement scale level, we can use continuous parametric methods, such as “lm()” (Carifio and Perla, 2007). Using the general linear model (GLM) we can estimate the FMI on the basis of socio demographics and time-related information.

pilot_adjusted <- as.mids(pilot_extracted_mutated)

pilot_fit <- with(pilot_adjusted, lm(total_score_imputed_items ~ TR01 + SD01 + SD02 + SD04 + SD05 + TIME_SUM))
pilot_est <- pool(pilot_fit)
pilot_est$pooled

As the intercept FMI of the pilot imputation is ≈0.016 the m must not be increased as the FMI is low. The “ubar” value which is the within-imputation variance indicates a rather low sampling variability. “b” which is the between imputation variance is 0, i.e., the estimation variability due to missing data is not given. This could be due to the underlying structure of the score which ordinal per item and thus, only approximately continuous. In total these two rather low values indicate that the MI is efficient already and reinforce our assumption that the m value must not be increased further. (Von Hippel, 2018)

summary(pilot_est, conf.int = TRUE)
         term      estimate    std.error  statistic      df      p.value
1 (Intercept)  3.1709380520 0.3340908342  9.4912453 122.035 2.450065e-16
2        TR01  0.3800394130 0.0448194833  8.4793350 122.035 6.203517e-14
3        SD01 -0.0709869155 0.1004683346 -0.7065601 122.035 4.811868e-01
4        SD02  0.0109380627 0.0191674556  0.5706580 122.035 5.692808e-01
5        SD04 -0.0829659963 0.0194851490 -4.2579092 122.035 4.077719e-05
6        SD05  0.0262467493 0.0745291321  0.3521676 122.035 7.253200e-01
7    TIME_SUM -0.0001903381 0.0002062236 -0.9229692 122.035 3.578445e-01
          2.5 %       97.5 %      conf.low    conf.high
1  2.5095737783  3.832302326  2.5095737783  3.832302326
2  0.2913150244  0.468763802  0.2913150244  0.468763802
3 -0.2698734468  0.127899616 -0.2698734468  0.127899616
4 -0.0270057210  0.048881846 -0.0270057210  0.048881846
5 -0.1215386842 -0.044393309 -0.1215386842 -0.044393309
6 -0.1212906875  0.173784186 -0.1212906875  0.173784186
7 -0.0005985772  0.000217901 -0.0005985772  0.000217901

To achieve a final clarification if the current MI is sufficient, the SE has to be analyzed. Against the backdrop of the tiny sample size of 131 as well as the low share of NA values and consequently, the low FMI - the SE is with ≈0.33 near 0, too. The SE might only decrease further with an increasing sample size (Kaltenbach, 2021), as the FMI is significantly lower than 0.5 whereas an increase of the m would not decrease the SE nor the FMI significantly (Von Hippel, 2018). The Monte Carlo error, which depicts the deviations between the m imputations, is expected to be 0 according to the formula of White et al. (2010) as the between imputation variance “b” is 0.

Consequently, a Monte Carlo simulation would not achieve a significant explanatory contribution is not conducted in this evaluation (Schunk, 2008). This leads us to the conclusion that the pilot MI is already sufficient. Thus, we are exporting the mids object in its original format as well as a .csv for reusability for ordinal CFA and (M)ANOVA.

# mids object
saveRDS(pilot_imp, "data/mi_mids_object.rds")

# csv depicting the mids object
final_imputed_dataset <- complete(pilot_imp, include = TRUE, action = "long")
write.csv(final_imputed_dataset, "data/mi_dataset.csv", row.names = FALSE)

Appendix of Multiple Imputation

To test whether the previous stated argumentation is true, another MI is conducted with a larger m and more iterations.

set.seed(1002)

quality_check <- mice(draft_data, predictorMatrix = predictorMatrix, maxit = 25, method = ini_meth, m = 25, seed = 1002)

 iter imp variable
  1   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  1   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  2   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  3   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  4   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  5   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  6   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  7   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  8   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  9   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  10   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  11   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  12   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  13   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  14   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  15   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  16   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  17   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  18   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  19   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  20   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  21   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  22   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  23   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  24   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   1  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   2  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   3  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   4  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   5  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   6  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   7  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   8  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   9  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   10  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   11  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   12  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   13  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   14  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   15  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   16  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   17  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   18  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   19  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   20  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   21  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   22  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   23  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   24  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04
  25   25  AC01_01  AC01_02  AC01_03  DI01_01  DI01_02  DI01_03  DI01_04  UI01_01  UI01_03  UI01_04  EX01_01  EX01_02  EX01_03  EX01_04

Check for convergence:

plot(quality_check, c(relevant_imputed_col))

Density check:

vars <- relevant_imputed_col

stripplot(quality_check, as.formula(paste("~", paste(vars, collapse = " + "))), layout = c(1, 1), xlim = c(0, 6))

FMI check:

quality_check_extracted <- complete(quality_check, include = TRUE, action = "long")

quality_check_extracted$UI01_02 <- NULL

quality_checkt_extracted_mutated <- quality_check_extracted %>%
  mutate(
    across(
      all_of(relevant_imputed_col), ~as.integer(.x)
    )
  )

quality_checkt_extracted_mutated <- quality_check_extracted %>%
  mutate(
    total_score_imputed_items =
    rowMeans(
      quality_checkt_extracted_mutated[, (relevant_imputed_col)], na.rm = TRUE
    )
  )
glimpse(quality_checkt_extracted_mutated)
Rows: 3,406
Columns: 28
$ `NEW CASE NR`             <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,…
$ SD01                      <dbl> 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, …
$ SD02                      <dbl> 11, 2, 2, 5, 2, 8, 5, 2, 3, 4, 2, 2, 2, 1,…
$ SD04                      <dbl> 5, 7, 6, 11, 10, 6, 5, 10, 9, 11, 10, 9, 6…
$ SD05                      <dbl> 7, 2, 6, 5, 4, 4, 4, 4, 6, 4, 4, 4, 2, 1, …
$ TR01_CP                   <dbl> 2, 2, 3, 3, 4, 4, 5, 5, 5, 6, 6, 6, 7, 8, …
$ TR01                      <dbl> 3, 2, 1, 2, 2, 1, 4, 1, 3, 2, 4, 1, 1, 2, …
$ AC01_01                   <ord> 5, 4, 5, 5, 5, 5, 4, 5, 4, 3, 4, 3, 5, 4, …
$ AC01_02                   <ord> 5, 4, 5, 4, 5, 4, NA, 4, 4, 4, 4, 3, 4, 5,…
$ AC01_03                   <ord> 5, 4, 5, 4, 2, 5, 4, 5, 4, 4, 3, 3, 5, 4, …
$ DI01_01                   <ord> 5, 2, 4, 4, 3, 5, 4, 4, NA, 5, 3, 3, 5, 5,…
$ DI01_02                   <ord> 5, 1, 1, 1, 1, 1, 5, NA, 5, NA, 4, 3, 5, 4…
$ DI01_03                   <ord> 5, 1, 1, 1, 1, 1, 5, NA, 5, NA, 5, 3, 5, N…
$ DI01_04                   <ord> 5, 2, 1, 1, 1, 1, NA, NA, 4, 3, 4, 3, 5, 3…
$ UI01_01                   <ord> 5, 4, 4, 5, 4, 5, 5, 5, 3, 5, 5, 3, 5, 5, …
$ UI01_03                   <ord> 5, 3, NA, NA, 4, NA, NA, 4, 3, 5, 2, 3, 5,…
$ UI01_04                   <ord> 5, 2, 1, 1, 1, 1, NA, NA, 2, 1, 1, 3, 5, 2…
$ EX01_01                   <ord> 5, 4, 3, 3, NA, 2, NA, 5, 4, 4, 4, 3, 5, 3…
$ EX01_02                   <ord> 5, 2, 3, 1, 4, 2, NA, 2, 2, 2, 2, 3, 5, 5,…
$ EX01_03                   <ord> 5, 1, 3, 1, NA, 2, NA, 2, 2, 1, 1, 3, 5, 3…
$ EX01_04                   <ord> 5, 1, 1, 1, 1, 2, 4, 1, 4, NA, 4, 3, 4, 5,…
$ STARTED                   <dttm> 2025-09-26 14:11:10, 2025-09-26 15:13:01,…
$ LASTDATA                  <dttm> 2025-09-26 14:16:16, 2025-09-26 15:21:43,…
$ TIME_SUM                  <dbl> 306, 430, 369, 555, 445, 309, 749, 318, 27…
$ FINISHED                  <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
$ .imp                      <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ .id                       <int> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,…
$ total_score_imputed_items <dbl> 5.000000, 2.500000, 2.846154, 2.461538, 2.…

FMI analysis:

quality_check_adjusted <- as.mids(quality_checkt_extracted_mutated)

quality_check_fit <- with(quality_check_adjusted, lm(total_score_imputed_items ~ TR01 + SD01 + SD02 + SD04 + SD05 + TIME_SUM))
quality_check_est <- pool(quality_check_fit)
quality_check_est$pooled
summary(quality_check_est, conf.int = TRUE)
         term      estimate    std.error  statistic      df      p.value
1 (Intercept)  3.1709380520 0.3340908342  9.4912453 122.035 2.450063e-16
2        TR01  0.3800394130 0.0448194833  8.4793350 122.035 6.203514e-14
3        SD01 -0.0709869155 0.1004683346 -0.7065601 122.035 4.811868e-01
4        SD02  0.0109380627 0.0191674556  0.5706580 122.035 5.692808e-01
5        SD04 -0.0829659963 0.0194851490 -4.2579092 122.035 4.077719e-05
6        SD05  0.0262467493 0.0745291321  0.3521676 122.035 7.253200e-01
7    TIME_SUM -0.0001903381 0.0002062236 -0.9229692 122.035 3.578445e-01
          2.5 %       97.5 %      conf.low    conf.high
1  2.5095737789  3.832302325  2.5095737789  3.832302325
2  0.2913150245  0.468763801  0.2913150245  0.468763801
3 -0.2698734467  0.127899616 -0.2698734467  0.127899616
4 -0.0270057209  0.048881846 -0.0270057209  0.048881846
5 -0.1215386841 -0.044393309 -0.1215386841 -0.044393309
6 -0.1212906873  0.173784186 -0.1212906873  0.173784186
7 -0.0005985772  0.000217901 -0.0005985772  0.000217901
---
title: "Multiple Imputation"
output: html_notebook
---

This is the evaluation of the experiment's results. The focus of this notebook is multiple imputation in preparation of ordinal CFA.

This notebook expands the master thesis by data analysis and respective code as well as short explanations. This markdown does not replace the thesis, it serves solely as an appendix.

<h1>Library Downloads</h1>
```{r}
library(tidyverse)
library(broom)
library(ggplot2)
library(dplyr)
library(finalfit)
library(mice)
library(MASS)
```

<h1>Sample Description</h1>
First, the final sample is loaded:

```{r}
getwd()
raw_data <- readxl::read_excel("data/raw_data.xlsx", sheet = 2)
view(raw_data)
glimpse(raw_data)
```

As discussed within the thesis, the -1 values need to be replaced by plausible values for multiple imputation.  However, they need to be turned into NA values first.

```{r}
relevant_columns <- c("AC01_01", "AC01_02", "AC01_03", "DI01_01", "DI01_02", "DI01_03", "DI01_04", "UI01_01", "UI01_02", "UI01_03", "UI01_04", "EX01_01", "EX01_02", "EX01_03", "EX01_04")

data_with_NA <- raw_data %>%
  mutate(
    across(
      all_of(relevant_columns), ~ na_if(., -1)
    )
  )

glimpse(data_with_NA)
```

In order to find out how much information is missing, the NA values must be counted for all columns from AC01_01 - EX01_04. In addition, the total share of NA values within the answers is calculated.

```{r}
# First drop the col with also NA but referring to socio demographics and thus, textual information
data_with_NA$SD04_14 <- NULL

# Count the NA values
sum_of_NA <- sum(is.na.data.frame(data_with_NA))

# Count the amount of answers for the relevant_columns
relevant_records <- data_with_NA[, relevant_columns]
print(relevant_records)
total_relevant_cells <- nrow(relevant_records) * ncol(relevant_records)

print(paste("Amount of all cells with NA values: ", sum_of_NA))
print(paste("Total answers (with NA values): ", total_relevant_cells))
print(paste("Relative share of NA values in answers: ",  round((sum_of_NA * 100/ total_relevant_cells), 2), "%"))
```

```{r}
df_na <- data.frame(
  item = character(), 
  absolute_amount_of_NA = integer(), 
  relative_amount_of_NA = numeric()
  )

for (col_name in relevant_columns) {
  absolute_NA <- sum(is.na(data_with_NA[[col_name]]))
  relative_NA <- round(absolute_NA * 100 / nrow(data_with_NA), 2)
  
  df_na <- rbind(df_na, data.frame(
    item = col_name,
    absolute_amount_of_NA = absolute_NA,
    relative_amount_of_NA = relative_NA
  ))
}

print(df_na)
```

However, this fraction of values that are missing is only an initial starting point. First, we need to transform the items of each dimension into the data type factor. As factors allow us to assign the ordinal character to our data (GeeksforGeeks, 2025), which is required for multiple imputation to apply the correct imputation calculation, i.e., logistic regression (Rubin, 1987).

```{r}
data_with_fct <- data_with_NA %>%
  mutate(
    across(all_of(relevant_columns), as.factor)
  )

glimpse(data_with_fct)
```

Subsequently, since we are using an ordered Likert scale 1-5 (1 = worst value, 5 = best value) an ordering must be added.

```{r}
draft_data <- data_with_fct %>%
  mutate(
    across(
      all_of(relevant_columns), ~ordered(., levels = 1:5)
    )
  )

glimpse(draft_data)
```

A prerequisite to conduct multiple imputation is that the data missing is missing at random (MAR). We already know that only data of the items of transparency are missing (again pointed out below), which is underpinned by the missing values map.

```{r}
draft_data %>%
  missing_plot()
```

The data set relevant_records is used in the following in order to look for pattern of missingness. A pattern for each item of transparency except UI01_02 can be seen (has no missings). However, since proving the MAR is not the focus of the at hand thesis nor possible at all (Heymans & Twisk, 2022), we stop here with the assumption that MAR is given.

```{r}
relevant_records <- draft_data[, relevant_columns]

relevant_records %>%
  missing_pattern()
```

Next, we can start the first imputation using the package mice. According to Van Buuren and Groothuis-Oudshoorn (2011), a dry run is recommended "with the maximum number of iterations maxit set to zero" [p. 35]. With this we can check the method used, the predictor matrix, and various other parts as seen below.

```{r}
ini <- mice(draft_data, maxit = 0)

ini_meth <- ini$method
ini_pred <- ini$predictorMatrix
ini_post <- ini$post
ini_visitS <- ini$visitSequence
ini_seed <- ini$seed

print(ini_meth)
print(ini_pred)
print(ini_post)
print(ini_visitS)
print(ini_seed)

```

The default method is set to "polr", i.e., the ordered factors are recognized correctly, thus, this method is used in the actual imputation. 

The seed is set to NA, but a seed has to be set for replicability purposes which is done subsequently.

The default predictor matrix is enhanced by the method quickpred() (Van Buuren and Groothuis-Oudshoorn, 2011), which follows the rules for predictor selection introduced by Van Buuren, Boshuizen and Knook (1999). Besides, we are explicitly excluding and including parameters which is not done by quickpred() (Van Buuren and Groothuis-Oudshoorn, 2011), but recommended by Van Buuren, Boshuizen and Knook (1999). 

Excluded parameters: NEW CASE NR, TR01_CP, FINISHED
Why?:
Those parameters are system values that are not selected nor influenced by the user at all except for FINISHED which inherits the same value for all records, i.e., has no significant meaning at all.

Explicitly included parameters: SD01 - SD05, TR01, STARTED, LASTDATA, TIME_SUM
Why?:
With the MAR assumption, we assume that the responses are influenced by different matters, e.g., socio demographical background and assigned treatment. Moreover, the completion time and further time-specific data might enhance the view of a person and their behavior, e.g., digital familiarness.

Quick remark:
"A value of 1 indicates that the column variable is used as a predictor to impute the target (row) variable, and a 0 means that it is not used." (Van Buuren and Groothuis-Oudshoorn, 2011, p. 19).

```{r}
predictorMatrix <- quickpred(draft_data, include = c("SD01", "SD02", "SD04", "SD05", "TR01", "STARTED", "LASTDATA", "TIME_SUM"), exclude = c("NEW CASE NR", "TR01_CP", "FINISHED"))

print(predictorMatrix)
```

Now, that the predictor matrix is set, we compute the first actual imputations. To ensure replicability, a seed is set. (Van Buuren and Groothuis-Oudshoorn, 2011) The m value is set to 10 according to the rule of thumb of Rubin (1987). With m = 10 a pilot imputation is conducted in a first place in line with the approach of Von Hippel (2020). The amount of iterations is set to 10 for analysis purposes, e.g., plot examination.

```{r}
set.seed(1001)

pilot_imp <- mice(draft_data, predictorMatrix = predictorMatrix, maxit = 10, method = ini_meth, m = 10, seed = 1001)
```

To ensure that the MI has converged, we are plotting the mids object. It can be seen that the variability of means and SDs for each item stabilizes, i.e., converges. The only item that is less stabilized at first sight is UI01_01. However, this might lead from the fact that only two values are missing. A similar behavior can be inspected for AC01_01, AC03_03, and DI01_04 as they inherit a similar amount of NA values (3, 4, 4) as UI01_01 (2).

```{r}
relevant_imputed_col <- c("AC01_01", "AC01_02", "AC01_03", "DI01_01", "DI01_02", "DI01_03", "DI01_04", "UI01_01", "UI01_03", "UI01_04", "EX01_01", "EX01_02", "EX01_03", "EX01_04")

plot(pilot_imp, c(relevant_imputed_col))
```

Since imputation has worked out, the imputed values are inspected against their plausibility. According to Van Buuren and Groothuis-Oudshoorn (2011) "a good imputed value is a values that could have been observed had it not been missing." [p. 42]. Thus, the densities of all values (observed and imputed ones) of the variables that have been imputed are depicted below.

```{r}
vars <- relevant_imputed_col

stripplot(pilot_imp, as.formula(paste("~", paste(vars, collapse = " + "))), layout = c(1, 1), xlim = c(0, 6))
```
It can be seen that only plausible values are imputed If the observed values (blue) are scattered across 1 to 5, the imputed ones (red) are, too. Especially in UI01_01 it can be observed that the imputation aligns with the observation, i.e., only values between 2 to 5 were observed and only values between 2 to 5 were imputed.

Now that the first pilot is finished, it must be analyzed if the current m achieves an acceptable fraction of missing information (FMI). If this is the case, the imputed object will be used for ordinal CFA and subsequently, for (M)ANOVA. 

Since, we only aim to calculate it exemplary in order to adjust the m of imputations, the FMI is calculated for the sum of all imputed items, i.e., the total score (Heymans and Eekhout, 2019). This is also in line with the observations of Carifio and Perla (2007) stating that Likert scales behave approximately continuous on the macro level, i.e., if the sum of items is conducted. As all imputed items share the same predictors, predictors with the same data type are used in the formula consisting of treatment, socio demographic, and time-related information.

On the basis of the resulting FMI value, the m is kept or set for the actual multiple imputation based on the quadratic rule observations of Bodner (2008) which are also outlined graphically and in numbers by Von Hippel (2018). Since is founded on continuous data and in the at hand paper we conduct approximately continuous data, we assume that the quadratic rule observations also apply in the at hand case for the total mean of imputed items. 

```{r}
pilot_extracted <- complete(pilot_imp, include = TRUE, action = "long")

pilot_extracted$UI01_02 <- NULL

pilot_extracted_mutated <- pilot_extracted %>%
  mutate(
    across(
      all_of(relevant_imputed_col), ~as.integer(.x)
    )
  )

pilot_extracted_mutated <- pilot_extracted %>%
  mutate(
    total_score_imputed_items =
    rowMeans(
      pilot_extracted_mutated[, (relevant_imputed_col)], na.rm = TRUE
    )
  )
glimpse(pilot_extracted_mutated)

```

The adjusted pilot containing the total score is transformed back into a mids object for analyzing the FMI tendency across all imputed items. As we are not inspecting the items on category level but on a macro measurement scale level, we can use continuous parametric methods, such as "lm()" (Carifio and Perla, 2007). Using the general linear model (GLM) we can estimate the FMI on the basis of socio demographics and time-related information.

```{r}
pilot_adjusted <- as.mids(pilot_extracted_mutated)

pilot_fit <- with(pilot_adjusted, lm(total_score_imputed_items ~ TR01 + SD01 + SD02 + SD04 + SD05 + TIME_SUM))
pilot_est <- pool(pilot_fit)
pilot_est$pooled
```

As the intercept FMI of the pilot imputation is ≈0.016 the m must not be increased as the FMI is low. The "ubar" value which is the within-imputation variance indicates a rather low sampling variability. "b" which is the between imputation variance is 0, i.e., the estimation variability due to missing data is not given. This could be due to the underlying structure of the score which ordinal per item and thus, only approximately continuous. In total these two rather low values indicate that the MI is efficient already and reinforce our assumption that the m value must not be increased further. (Von Hippel, 2018)

```{r}
summary(pilot_est, conf.int = TRUE)
```

To achieve a final clarification if the current MI is sufficient, the SE has to be analyzed. Against the backdrop of the tiny sample size of 131 as well as the low share of NA values and consequently, the low FMI - the SE is with ≈0.33 near 0, too. The SE might only decrease further with an increasing sample size (Kaltenbach, 2021), as the FMI is significantly lower than 0.5 whereas an increase of the m would not decrease the SE nor the FMI significantly (Von Hippel, 2018). The Monte Carlo error, which depicts the deviations between the m imputations, is expected to be 0 according to the formula of White et al. (2010) as the between imputation variance "b" is 0.

Consequently, a Monte Carlo simulation would not achieve a significant explanatory contribution is not conducted in this evaluation (Schunk, 2008). This leads us to the conclusion that the pilot MI is already sufficient. Thus, we are exporting the mids object in its original format as well as a .csv for reusability for ordinal CFA and (M)ANOVA.

```{r}
# mids object
saveRDS(pilot_imp, "data/mi_mids_object.rds")

# csv depicting the mids object
final_imputed_dataset <- complete(pilot_imp, include = TRUE, action = "long")
write.csv(final_imputed_dataset, "data/mi_dataset.csv", row.names = FALSE)

```











<h1>Appendix of Multiple Imputation</h1>
To test whether the previous stated argumentation is true, another MI is conducted with a larger m and more iterations.

```{r}
set.seed(1002)

quality_check <- mice(draft_data, predictorMatrix = predictorMatrix, maxit = 25, method = ini_meth, m = 25, seed = 1002)
```

Check for convergence:

```{r}
plot(quality_check, c(relevant_imputed_col))
```

Density check:

```{r}
vars <- relevant_imputed_col

stripplot(quality_check, as.formula(paste("~", paste(vars, collapse = " + "))), layout = c(1, 1), xlim = c(0, 6))
```

FMI check:

```{r}
quality_check_extracted <- complete(quality_check, include = TRUE, action = "long")

quality_check_extracted$UI01_02 <- NULL

quality_checkt_extracted_mutated <- quality_check_extracted %>%
  mutate(
    across(
      all_of(relevant_imputed_col), ~as.integer(.x)
    )
  )

quality_checkt_extracted_mutated <- quality_check_extracted %>%
  mutate(
    total_score_imputed_items =
    rowMeans(
      quality_checkt_extracted_mutated[, (relevant_imputed_col)], na.rm = TRUE
    )
  )
glimpse(quality_checkt_extracted_mutated)
```

FMI analysis:

```{r}
quality_check_adjusted <- as.mids(quality_checkt_extracted_mutated)

quality_check_fit <- with(quality_check_adjusted, lm(total_score_imputed_items ~ TR01 + SD01 + SD02 + SD04 + SD05 + TIME_SUM))
quality_check_est <- pool(quality_check_fit)
quality_check_est$pooled
```

```{r}
summary(quality_check_est, conf.int = TRUE)
```

